Clean US Census Data

I am currently working the US Census - Cleaning data project and for some reason I am struggling with filling in the NaN values for the ‘Women’ population column. This is also preventing me fro being able to create the necessary graphs. Here is my code. Please help me with what I am doing wrong?

Here is a link to the project.

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Working through this one myself and to get it to plot I had to do 2 things. First I’d suggest looking at your imports. Next and this one didn’t make sense to me but it’s how I got it to work: plt.scatter(us_census.Women, us_census.Income)

Maybe someone more knowledgeable can explain why it was necessary to input it that way, but for now I hope it helps.